A reproduction of growing neural cellular automata using PyTorch.

Cellular Automata Accelerated in JAX (Oral at ICLR 2025)

experimenting with differentiable models of morphogenesis 🔬 🦠

Train or evolve controllable and diverse level-generators.

combine neural nets and cellular automata

🧠 Neural Cellular Automata + CLIP

Official implementation of E(n)-equivariant Graph Neural Cellular Automata

This repo provides the code to replicate the experiments in the paper: Image Generation With Neural Cellular Automatas.

This repo provides the code to replicate the experiments in the paper: Predicting Geographic Information with Neural Cellular Automata.

This project is inspired by the paper "Growing Neural Cellular Automata" found at the link: https://distill.pub/2020/growing-ca/. The project's objective is to develop an extension of the methodology described in this paper to enable the generation of complex structures in three dimensions.

🦠⚡️ Neural Cellular Automata (NCA) implemented with PyTorch Lightning

Python library to facilitate experiments with Cellular Automata

Minecraft Open-Ended Challenge 2021 Submission

Repository of the paper Adversarial Takeover of Neural Cellular Automata

This project involves the creation of a cellular automata model trained using neural networks.

🧬 GPU-accelerated, fully parameterized neural cellular automata implemented on pure JavaScript using GPU.js

Implementation of cellular automata as simple Convolutional Neural Networks.

Neural Cellular Automata in Python

[L4DC 2024] official implementation of "Learning Locally Interacting Discrete Dynamical Systems: Towards Data-Efficient and Scalable Prediction"

Neural Cellular Automata For Large Scale Spatio-Temporal Forecasting